{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 安装第三方库\n",
    "!pip install torchvision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torchvision import datasets\n",
    "import torchvision.transforms as transforms\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "train_set = datasets.MNIST(root='./data', train=True, download=True, transform=transforms.ToTensor())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 64 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示图像\n",
    "img_per_row = 8\n",
    "fig = plt.figure(figsize=(10, 10), dpi=80)\n",
    "for i in range(img_per_row * img_per_row):\n",
    "    ax = fig.add_subplot(img_per_row, img_per_row, i+1)\n",
    "    ax.imshow(train_set.data[i].numpy().reshape(28, 28), cmap=plt.cm.binary)\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义裁剪转换\n",
    "c = transforms.CenterCrop((20, 20))\n",
    "# 定义压缩转换\n",
    "r = transforms.Resize((8, 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def imshow(img):\n",
    "    plt.imshow(img.squeeze(0).numpy(), cmap=plt.cm.binary)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = train_set[21][0]\n",
    "imshow(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[0.00, 0.00, 0.00, 0.00, 0.00, 0.75, 0.75, 0.01],\n",
      "         [0.00, 0.00, 0.00, 0.28, 0.95, 0.92, 0.92, 0.09],\n",
      "         [0.00, 0.00, 0.66, 0.95, 0.97, 0.81, 0.83, 0.09],\n",
      "         [0.00, 0.61, 0.87, 0.09, 0.55, 0.01, 0.58, 0.09],\n",
      "         [0.10, 0.97, 0.00, 0.00, 0.00, 0.00, 0.58, 0.09],\n",
      "         [0.56, 0.84, 0.00, 0.00, 0.00, 0.11, 0.96, 0.05],\n",
      "         [0.29, 0.99, 0.56, 0.30, 0.58, 0.87, 0.11, 0.00],\n",
      "         [0.00, 0.15, 0.92, 0.92, 0.55, 0.00, 0.00, 0.00]]])\n"
     ]
    }
   ],
   "source": [
    "# 将图片压缩到8x8，用于展示\n",
    "imshow(r(c(x)))\n",
    "torch.set_printoptions(precision=2)\n",
    "print(r(c(x)))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
